Reporte Emociones

Dataset statistics

Number of variables	16
Number of observations	150326
Missing cells	329588
Missing cells (%)	13.7%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	45.2 MiB
Average record size in memory	315.3 B

Variable types

NUM	11
CAT	4
DATE	1

Warnings

`Fecha` has constant value "150326"	Constant
`Hora` has a high cardinality: 59471 distinct values	High cardinality
`ID_Group` is highly correlated with `ID`	High correlation
`ID` is highly correlated with `ID_Group`	High correlation
`Neutral` has 27774 (18.5%) missing values	Missing
`Happy` has 27774 (18.5%) missing values	Missing
`Sad` has 27774 (18.5%) missing values	Missing
`Angry` has 27774 (18.5%) missing values	Missing
`Surprised` has 27774 (18.5%) missing values	Missing
`Scared` has 27774 (18.5%) missing values	Missing
`Disgusted` has 27774 (18.5%) missing values	Missing
`Contempt` has 27774 (18.5%) missing values	Missing
`Valence` has 27774 (18.5%) missing values	Missing
`Arousal` has 27774 (18.5%) missing values	Missing
`Heart_Rate` has 51848 (34.5%) missing values	Missing
`Hora` is uniformly distributed	Uniform
`Happy` has 37312 (24.8%) zeros	Zeros
`Sad` has 20639 (13.7%) zeros	Zeros
`Angry` has 22881 (15.2%) zeros	Zeros
`Surprised` has 23112 (15.4%) zeros	Zeros
`Scared` has 28871 (19.2%) zeros	Zeros
`Disgusted` has 28225 (18.8%) zeros	Zeros
`Contempt` has 30555 (20.3%) zeros	Zeros

Reproduction

Analysis started	2020-09-18 16:13:34.435088
Analysis finished	2020-09-18 16:14:00.332839
Duration	25.9 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

Video_Time
Date

Distinct	59471
Distinct (%)	39.6%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

Minimum	2020-09-18 00:00:00
Maximum	2020-09-18 00:36:23.560000

Histogram

Histogram with fixed size bins (bins=50)

Neutral
Real number (ℝ_≥0)

MISSING

Distinct	121312
Distinct (%)	99.0%
Missing	27774
Missing (%)	18.5%
Infinite	0
Infinite (%)	0.0%

Mean	0.5216363836
Minimum	0
Maximum	0.9761002
Zeros	1
Zeros (%)	< 0.1%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0.18173331
Q1	0.404725125
median	0.52866585
Q3	0.6444498
95-th percentile	0.842287015
Maximum	0.9761002
Range	0.9761002
Interquartile range (IQR)	0.239724675

Descriptive statistics

Standard deviation	0.1889532438
Coefficient of variation (CV)	0.3622317188
Kurtosis	-0.09451900079
Mean	0.5216363836
Median Absolute Deviation (MAD)	0.11981095
Skewness	-0.1383539582
Sum	63927.58209
Variance	0.03570332835
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5621756	3	< 0.1%
0.4755283	3	< 0.1%
0.4329636	3	< 0.1%
0.6591297	3	< 0.1%
0.5168197	3	< 0.1%
0.3709169	3	< 0.1%
0.5308301	3	< 0.1%
0.5852855	3	< 0.1%
0.5067396	2	< 0.1%
0.5511025	2	< 0.1%
0.5599059	2	< 0.1%
0.8887116	2	< 0.1%
0.6886443	2	< 0.1%
0.7424833	2	< 0.1%
0.5088154	2	< 0.1%
0.4077134	2	< 0.1%
0.4237642	2	< 0.1%
0.4927391	2	< 0.1%
0.5719758	2	< 0.1%
0.3328071	2	< 0.1%
0.4071994	2	< 0.1%
0.5619428	2	< 0.1%
0.5197812	2	< 0.1%
0.522749	2	< 0.1%
0.5313982	2	< 0.1%
Other values (121287)	122494	81.5%
(Missing)	27774	18.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
7e-09	1	< 0.1%
9e-09	1	< 0.1%
1.2e-08	1	< 0.1%
1.3e-08	1	< 0.1%
1.7e-08	1	< 0.1%
2.1e-08	1	< 0.1%
1.545e-06	1	< 0.1%
2.904e-06	1	< 0.1%
3.171e-06	1	< 0.1%

Value	Count	Frequency (%)
0.9761002	1	< 0.1%
0.9760876	1	< 0.1%
0.9760761	1	< 0.1%
0.9760695	1	< 0.1%
0.976042	1	< 0.1%
0.9760152	1	< 0.1%
0.9760112	1	< 0.1%
0.9759278	1	< 0.1%
0.9758861	1	< 0.1%
0.9757921	1	< 0.1%

Happy
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct	72091
Distinct (%)	58.8%
Missing	27774
Missing (%)	18.5%
Infinite	0
Infinite (%)	0.0%

Mean	0.07346600264
Minimum	0
Maximum	0.9953589
Zeros	37312
Zeros (%)	24.8%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.000102532
Q3	0.04196257
95-th percentile	0.49391828
Maximum	0.9953589
Range	0.9953589
Interquartile range (IQR)	0.04196257

Descriptive statistics

Standard deviation	0.1681486587
Coefficient of variation (CV)	2.288795533
Kurtosis	8.220559269
Mean	0.07346600264
Median Absolute Deviation (MAD)	0.000102532
Skewness	2.897244686
Sum	9003.405556
Variance	0.02827397141
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	37312	24.8%
1e-09	1411	0.9%
2e-09	709	0.5%
3e-09	451	0.3%
4e-09	353	0.2%
5e-09	294	0.2%
6e-09	241	0.2%
7e-09	215	0.1%
8e-09	184	0.1%
9e-09	170	0.1%
1e-08	155	0.1%
1.1e-08	137	0.1%
1.3e-08	120	0.1%
1.2e-08	118	0.1%
1.4e-08	111	0.1%
1.5e-08	103	0.1%
1.6e-08	99	0.1%
1.8e-08	88	0.1%
1.7e-08	85	0.1%
1.9e-08	79	0.1%
2.1e-08	79	0.1%
2.3e-08	77	0.1%
2e-08	77	0.1%
2.6e-08	73	< 0.1%
2.2e-08	63	< 0.1%
Other values (72066)	79748	53.1%
(Missing)	27774	18.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	37312	24.8%
1e-09	1411	0.9%
2e-09	709	0.5%
3e-09	451	0.3%
4e-09	353	0.2%
5e-09	294	0.2%
6e-09	241	0.2%
7e-09	215	0.1%
8e-09	184	0.1%
9e-09	170	0.1%

Value	Count	Frequency (%)
0.9953589	1	< 0.1%
0.985399	1	< 0.1%
0.9850779	1	< 0.1%
0.9834555	1	< 0.1%
0.9825905	1	< 0.1%
0.9815773	1	< 0.1%
0.9794983	1	< 0.1%
0.9771995	1	< 0.1%
0.9763428	1	< 0.1%
0.9750316	1	< 0.1%

Sad
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct	90401
Distinct (%)	73.8%
Missing	27774
Missing (%)	18.5%
Infinite	0
Infinite (%)	0.0%

Mean	0.138953194
Minimum	0
Maximum	0.9999855
Zeros	20639
Zeros (%)	13.7%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	9.16e-07
median	0.007086779
Q3	0.18245805
95-th percentile	0.68456401
Maximum	0.9999855
Range	0.9999855
Interquartile range (IQR)	0.182457134

Descriptive statistics

Standard deviation	0.2363820677
Coefficient of variation (CV)	1.701163254
Kurtosis	3.179557031
Mean	0.138953194
Median Absolute Deviation (MAD)	0.007086779
Skewness	1.965602828
Sum	17028.99183
Variance	0.05587648191
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	20639	13.7%
1e-09	1041	0.7%
2e-09	538	0.4%
3e-09	377	0.3%
4e-09	285	0.2%
5e-09	230	0.2%
6e-09	192	0.1%
7e-09	176	0.1%
8e-09	150	0.1%
9e-09	135	0.1%
1e-08	123	0.1%
1.1e-08	113	0.1%
1.2e-08	98	0.1%
1.3e-08	95	0.1%
1.5e-08	88	0.1%
1.4e-08	87	0.1%
1.6e-08	82	0.1%
1.9e-08	69	< 0.1%
1.7e-08	68	< 0.1%
0.9999733	68	< 0.1%
1.8e-08	68	< 0.1%
2.2e-08	67	< 0.1%
0.9999734	66	< 0.1%
2.1e-08	65	< 0.1%
2e-08	61	< 0.1%
Other values (90376)	97571	64.9%
(Missing)	27774	18.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	20639	13.7%
1e-09	1041	0.7%
2e-09	538	0.4%
3e-09	377	0.3%
4e-09	285	0.2%
5e-09	230	0.2%
6e-09	192	0.1%
7e-09	176	0.1%
8e-09	150	0.1%
9e-09	135	0.1%

Value	Count	Frequency (%)
0.9999855	7	< 0.1%
0.9999788	18	< 0.1%
0.9999787	2	< 0.1%
0.9999786	1	< 0.1%
0.9999785	2	< 0.1%
0.9999784	2	< 0.1%
0.9999783	1	< 0.1%
0.9999782	1	< 0.1%
0.9999781	1	< 0.1%
0.9999779	1	< 0.1%

Angry
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct	85123
Distinct (%)	69.5%
Missing	27774
Missing (%)	18.5%
Infinite	0
Infinite (%)	0.0%

Mean	0.01268409554
Minimum	0
Maximum	0.6048135
Zeros	22881
Zeros (%)	15.2%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1.07e-07
median	0.000474177
Q3	0.0090527275
95-th percentile	0.072486626
Maximum	0.6048135
Range	0.6048135
Interquartile range (IQR)	0.0090526205

Descriptive statistics

Standard deviation	0.03017397178
Coefficient of variation (CV)	2.378882411
Kurtosis	26.81607792
Mean	0.01268409554
Median Absolute Deviation (MAD)	0.000474177
Skewness	4.284667253
Sum	1554.461276
Variance	0.0009104685731
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	22881	15.2%
1e-09	1229	0.8%
2e-09	637	0.4%
3e-09	447	0.3%
4e-09	333	0.2%
5e-09	284	0.2%
6e-09	236	0.2%
7e-09	207	0.1%
8e-09	192	0.1%
9e-09	161	0.1%
1.1e-08	146	0.1%
1e-08	142	0.1%
1.3e-08	115	0.1%
1.2e-08	114	0.1%
1.5e-08	103	0.1%
1.6e-08	102	0.1%
1.4e-08	99	0.1%
1.9e-08	88	0.1%
1.7e-08	87	0.1%
1.8e-08	81	0.1%
2e-08	76	0.1%
2.1e-08	74	< 0.1%
2.3e-08	73	< 0.1%
2.4e-08	71	< 0.1%
2.2e-08	71	< 0.1%
Other values (85098)	94503	62.9%
(Missing)	27774	18.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	22881	15.2%
1e-09	1229	0.8%
2e-09	637	0.4%
3e-09	447	0.3%
4e-09	333	0.2%
5e-09	284	0.2%
6e-09	236	0.2%
7e-09	207	0.1%
8e-09	192	0.1%
9e-09	161	0.1%

Value	Count	Frequency (%)
0.6048135	1	< 0.1%
0.4924031	1	< 0.1%
0.3904803	1	< 0.1%
0.3859974	1	< 0.1%
0.3852026	1	< 0.1%
0.3789007	1	< 0.1%
0.3786497	1	< 0.1%
0.3774765	1	< 0.1%
0.3761325	1	< 0.1%
0.3730167	1	< 0.1%

Surprised
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct	91379
Distinct (%)	74.6%
Missing	27774
Missing (%)	18.5%
Infinite	0
Infinite (%)	0.0%

Mean	0.1137983767
Minimum	0
Maximum	0.9927273
Zeros	23112
Zeros (%)	15.4%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	9.775e-07
median	0.01290975
Q3	0.157316975
95-th percentile	0.552855205
Maximum	0.9927273
Range	0.9927273
Interquartile range (IQR)	0.1573159975

Descriptive statistics

Standard deviation	0.1818011183
Coefficient of variation (CV)	1.597572158
Kurtosis	2.598267545
Mean	0.1137983767
Median Absolute Deviation (MAD)	0.01290975
Skewness	1.833586731
Sum	13946.21867
Variance	0.03305164663
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	23112	15.4%
1e-09	798	0.5%
2e-09	369	0.2%
3e-09	268	0.2%
4e-09	201	0.1%
5e-09	174	0.1%
6e-09	134	0.1%
7e-09	121	0.1%
8e-09	109	0.1%
1.1e-08	98	0.1%
9e-09	96	0.1%
1e-08	90	0.1%
1.6e-08	72	< 0.1%
1.2e-08	70	< 0.1%
1.4e-08	66	< 0.1%
1.3e-08	60	< 0.1%
1.8e-08	58	< 0.1%
1.5e-08	56	< 0.1%
2e-08	50	< 0.1%
2.5e-08	47	< 0.1%
2.1e-08	46	< 0.1%
3.2e-08	44	< 0.1%
2.3e-08	42	< 0.1%
2.2e-08	42	< 0.1%
3.6e-08	40	< 0.1%
Other values (91354)	96289	64.1%
(Missing)	27774	18.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	23112	15.4%
1e-09	798	0.5%
2e-09	369	0.2%
3e-09	268	0.2%
4e-09	201	0.1%
5e-09	174	0.1%
6e-09	134	0.1%
7e-09	121	0.1%
8e-09	109	0.1%
9e-09	96	0.1%

Value	Count	Frequency (%)
0.9927273	1	< 0.1%
0.9353502	1	< 0.1%
0.9348977	1	< 0.1%
0.9348493	1	< 0.1%
0.9348053	1	< 0.1%
0.9347297	1	< 0.1%
0.934194	1	< 0.1%
0.9338732	1	< 0.1%
0.9336993	1	< 0.1%
0.9332234	1	< 0.1%

Scared
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct	82766
Distinct (%)	67.5%
Missing	27774
Missing (%)	18.5%
Infinite	0
Infinite (%)	0.0%

Mean	0.03590559614
Minimum	0
Maximum	0.7054816
Zeros	28871
Zeros (%)	19.2%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3e-09
median	0.001368494
Q3	0.0371501325
95-th percentile	0.187558485
Maximum	0.7054816
Range	0.7054816
Interquartile range (IQR)	0.0371501295

Descriptive statistics

Standard deviation	0.0721742882
Coefficient of variation (CV)	2.010112516
Kurtosis	14.99982503
Mean	0.03590559614
Median Absolute Deviation (MAD)	0.001368494
Skewness	3.300858918
Sum	4400.302618
Variance	0.005209127877
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	28871	19.2%
1e-09	1069	0.7%
2e-09	517	0.3%
3e-09	344	0.2%
4e-09	270	0.2%
5e-09	227	0.2%
6e-09	183	0.1%
7e-09	172	0.1%
8e-09	144	0.1%
9e-09	126	0.1%
1e-08	117	0.1%
1.1e-08	103	0.1%
1.2e-08	102	0.1%
1.3e-08	91	0.1%
1.4e-08	90	0.1%
1.5e-08	85	0.1%
1.7e-08	82	0.1%
1.9e-08	71	< 0.1%
1.6e-08	71	< 0.1%
2.1e-08	67	< 0.1%
1.8e-08	64	< 0.1%
2.2e-08	61	< 0.1%
2e-08	60	< 0.1%
2.5e-08	58	< 0.1%
2.8e-08	57	< 0.1%
Other values (82741)	89450	59.5%
(Missing)	27774	18.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	28871	19.2%
1e-09	1069	0.7%
2e-09	517	0.3%
3e-09	344	0.2%
4e-09	270	0.2%
5e-09	227	0.2%
6e-09	183	0.1%
7e-09	172	0.1%
8e-09	144	0.1%
9e-09	126	0.1%

Value	Count	Frequency (%)
0.7054816	1	< 0.1%
0.7054806	1	< 0.1%
0.704659	1	< 0.1%
0.7036825	1	< 0.1%
0.7030472	1	< 0.1%
0.7000502	1	< 0.1%
0.6997408	1	< 0.1%
0.6994222	1	< 0.1%
0.6993374	1	< 0.1%
0.6989449	1	< 0.1%

Disgusted
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct	79311
Distinct (%)	64.7%
Missing	27774
Missing (%)	18.5%
Infinite	0
Infinite (%)	0.0%

Mean	0.009855090066
Minimum	0
Maximum	0.4488862
Zeros	28225
Zeros (%)	18.8%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	3e-09
median	0.000242716
Q3	0.007745907
95-th percentile	0.05354849
Maximum	0.4488862
Range	0.4488862
Interquartile range (IQR)	0.007745904

Descriptive statistics

Standard deviation	0.02424606815
Coefficient of variation (CV)	2.460258403
Kurtosis	33.06774253
Mean	0.009855090066
Median Absolute Deviation (MAD)	0.000242716
Skewness	4.837116386
Sum	1207.760998
Variance	0.0005878718206
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	28225	18.8%
1e-09	1378	0.9%
2e-09	693	0.5%
3e-09	463	0.3%
4e-09	370	0.2%
5e-09	299	0.2%
6e-09	240	0.2%
7e-09	228	0.2%
8e-09	194	0.1%
9e-09	169	0.1%
1e-08	157	0.1%
1.1e-08	145	0.1%
1.2e-08	135	0.1%
1.3e-08	123	0.1%
1.5e-08	119	0.1%
1.4e-08	112	0.1%
1.7e-08	108	0.1%
1.6e-08	93	0.1%
1.9e-08	91	0.1%
2e-08	88	0.1%
2.2e-08	82	0.1%
1.8e-08	78	0.1%
2.4e-08	77	0.1%
2.1e-08	74	< 0.1%
2.7e-08	68	< 0.1%
Other values (79286)	88743	59.0%
(Missing)	27774	18.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	28225	18.8%
1e-09	1378	0.9%
2e-09	693	0.5%
3e-09	463	0.3%
4e-09	370	0.2%
5e-09	299	0.2%
6e-09	240	0.2%
7e-09	228	0.2%
8e-09	194	0.1%
9e-09	169	0.1%

Value	Count	Frequency (%)
0.4488862	1	< 0.1%
0.4241931	1	< 0.1%
0.3445086	1	< 0.1%
0.3231493	1	< 0.1%
0.3166663	1	< 0.1%
0.3052982	1	< 0.1%
0.3033997	1	< 0.1%
0.3024383	1	< 0.1%
0.2993015	1	< 0.1%
0.2966177	1	< 0.1%

Contempt
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct	75738
Distinct (%)	61.8%
Missing	27774
Missing (%)	18.5%
Infinite	0
Infinite (%)	0.0%

Mean	0.01702193229
Minimum	0
Maximum	0.7360929
Zeros	30555
Zeros (%)	20.3%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1e-09
median	9.49395e-05
Q3	0.00852661975
95-th percentile	0.102254985
Maximum	0.7360929
Range	0.7360929
Interquartile range (IQR)	0.00852661875

Descriptive statistics

Standard deviation	0.04377883934
Coefficient of variation (CV)	2.571907736
Kurtosis	32.98175284
Mean	0.01702193229
Median Absolute Deviation (MAD)	9.49395e-05
Skewness	4.633098937
Sum	2086.071846
Variance	0.001916586774
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	30555	20.3%
1e-09	1533	1.0%
2e-09	749	0.5%
3e-09	519	0.3%
4e-09	389	0.3%
5e-09	318	0.2%
6e-09	260	0.2%
7e-09	240	0.2%
8e-09	210	0.1%
9e-09	177	0.1%
1e-08	160	0.1%
1.2e-08	155	0.1%
1.1e-08	152	0.1%
1.4e-08	126	0.1%
1.5e-08	120	0.1%
1.3e-08	117	0.1%
1.7e-08	107	0.1%
1.8e-08	99	0.1%
1.6e-08	98	0.1%
2e-08	90	0.1%
1.9e-08	88	0.1%
2.2e-08	87	0.1%
2.1e-08	80	0.1%
2.3e-08	78	0.1%
2.5e-08	76	0.1%
Other values (75713)	85969	57.2%
(Missing)	27774	18.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	30555	20.3%
1e-09	1533	1.0%
2e-09	749	0.5%
3e-09	519	0.3%
4e-09	389	0.3%
5e-09	318	0.2%
6e-09	260	0.2%
7e-09	240	0.2%
8e-09	210	0.1%
9e-09	177	0.1%

Value	Count	Frequency (%)
0.7360929	1	< 0.1%
0.7334418	1	< 0.1%
0.7277426	1	< 0.1%
0.7235098	1	< 0.1%
0.7201191	1	< 0.1%
0.7160151	1	< 0.1%
0.7145	1	< 0.1%
0.7053956	1	< 0.1%
0.7007926	1	< 0.1%
0.6988145	1	< 0.1%

Valence
Real number (ℝ)

MISSING

Distinct	121609
Distinct (%)	99.2%
Missing	27774
Missing (%)	18.5%
Infinite	0
Infinite (%)	0.0%

Mean	-0.1012832004
Minimum	-0.9999734
Maximum	0.9826003
Zeros	278
Zeros (%)	0.2%
Memory size	1.1 MiB

Quantile statistics

Minimum	-0.9999734
5-th percentile	-0.64372033
Q1	-0.220288725
median	-0.061585745
Q3	-0.0008832305
95-th percentile	0.427949275
Maximum	0.9826003
Range	1.9825737
Interquartile range (IQR)	0.2194054945

Descriptive statistics

Standard deviation	0.2959490345
Coefficient of variation (CV)	-2.921995292
Kurtosis	1.990424011
Mean	-0.1012832004
Median Absolute Deviation (MAD)	0.091982645
Skewness	0.05669428211
Sum	-12412.45877
Variance	0.08758583105
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	278	0.2%
-0.9999734	66	< 0.1%
-1e-09	32	< 0.1%
-2e-09	17	< 0.1%
-3e-09	11	< 0.1%
1e-09	9	< 0.1%
-5e-09	9	< 0.1%
-4e-09	8	< 0.1%
2e-09	5	< 0.1%
-6e-09	5	< 0.1%
-8e-09	5	< 0.1%
-1.6e-08	4	< 0.1%
-1.5e-08	4	< 0.1%
-1e-08	4	< 0.1%
-2e-08	4	< 0.1%
-0.9999731	4	< 0.1%
-7e-09	4	< 0.1%
-0.9999729	4	< 0.1%
-0.9999728	3	< 0.1%
-0.1157305	3	< 0.1%
-6.8e-08	3	< 0.1%
-2.3e-08	3	< 0.1%
-0.9999732	3	< 0.1%
-0.9999716	3	< 0.1%
-1.4e-08	3	< 0.1%
Other values (121584)	122058	81.2%
(Missing)	27774	18.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-0.9999734	66	< 0.1%
-0.9999733	1	< 0.1%
-0.9999732	3	< 0.1%
-0.9999731	4	< 0.1%
-0.999973	2	< 0.1%
-0.9999729	4	< 0.1%
-0.9999728	3	< 0.1%
-0.9999726	2	< 0.1%
-0.9999725	2	< 0.1%
-0.9999724	1	< 0.1%

Value	Count	Frequency (%)
0.9826003	1	< 0.1%
0.981972	1	< 0.1%
0.9817886	1	< 0.1%
0.9803576	1	< 0.1%
0.9785569	1	< 0.1%
0.9779928	1	< 0.1%
0.9763026	1	< 0.1%
0.975021	1	< 0.1%
0.973827	1	< 0.1%
0.9719948	1	< 0.1%

Arousal
Real number (ℝ_≥0)

MISSING

Distinct	115643
Distinct (%)	94.4%
Missing	27774
Missing (%)	18.5%
Infinite	0
Infinite (%)	0.0%

Mean	0.3568374717
Minimum	0
Maximum	0.99
Zeros	32
Zeros (%)	< 0.1%
Memory size	1.1 MiB

Quantile statistics

Minimum	0
5-th percentile	0.030164656
Q1	0.2244962
median	0.3677954
Q3	0.48362425
95-th percentile	0.670700725
Maximum	0.99
Range	0.99
Interquartile range (IQR)	0.25912805

Descriptive statistics

Standard deviation	0.1907133802
Coefficient of variation (CV)	0.5344544656
Kurtosis	-0.5156902504
Mean	0.3568374717
Median Absolute Deviation (MAD)	0.1244427
Skewness	-0.005156666891
Sum	43731.14583
Variance	0.0363715934
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2475	90	0.1%
0	32	< 0.1%
0.2474999	13	< 0.1%
0.3499243	10	< 0.1%
0.2682682	9	< 0.1%
0.4160468	8	< 0.1%
0.6633414	7	< 0.1%
0.6904675	7	< 0.1%
0.1038396	7	< 0.1%
0.4092008	6	< 0.1%
0.3709508	6	< 0.1%
0.3369608	6	< 0.1%
0.1886182	6	< 0.1%
0.03437681	5	< 0.1%
0.352317	5	< 0.1%
0.4204119	5	< 0.1%
0.2474998	5	< 0.1%
0.7063538	5	< 0.1%
0.4648589	5	< 0.1%
0.6470837	5	< 0.1%
0.4047613	5	< 0.1%
0.3873554	5	< 0.1%
0.4183533	5	< 0.1%
0.3287611	5	< 0.1%
0.2474996	5	< 0.1%
Other values (115618)	122285	81.3%
(Missing)	27774	18.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	32	< 0.1%
5.1e-08	1	< 0.1%
5.2e-08	1	< 0.1%
5.4e-08	1	< 0.1%
5.5e-08	1	< 0.1%
5.6e-08	1	< 0.1%
5.7e-08	1	< 0.1%
5.8e-08	1	< 0.1%
5.9e-08	1	< 0.1%
6.1e-08	1	< 0.1%

Value	Count	Frequency (%)
0.99	4	< 0.1%
0.9899511	2	< 0.1%
0.9898787	1	< 0.1%
0.9897833	1	< 0.1%
0.9897594	1	< 0.1%
0.9896422	1	< 0.1%
0.9895517	1	< 0.1%
0.989139	1	< 0.1%
0.9887384	1	< 0.1%
0.9882446	1	< 0.1%

Heart_Rate
Real number (ℝ_≥0)

MISSING

Distinct	64
Distinct (%)	0.1%
Missing	51848
Missing (%)	34.5%
Infinite	0
Infinite (%)	0.0%

Mean	68.26792786
Minimum	50
Maximum	120
Zeros	0
Zeros (%)	0.0%
Memory size	1.1 MiB

Quantile statistics

Minimum	50
5-th percentile	56
Q1	62
median	67
Q3	73
95-th percentile	87
Maximum	120
Range	70
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	9.178520149
Coefficient of variation (CV)	0.1344484949
Kurtosis	0.6596850038
Mean	68.26792786
Median Absolute Deviation (MAD)	5
Skewness	0.8168750356
Sum	6722889
Variance	84.24523212
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
64	6681	4.4%
65	6212	4.1%
67	5346	3.6%
66	4926	3.3%
69	4749	3.2%
68	4686	3.1%
63	4492	3.0%
59	4204	2.8%
70	4130	2.7%
60	4129	2.7%
61	3779	2.5%
71	3170	2.1%
62	3166	2.1%
72	2867	1.9%
73	2787	1.9%
58	2731	1.8%
57	2018	1.3%
74	1940	1.3%
75	1858	1.2%
76	1596	1.1%
78	1474	1.0%
80	1434	1.0%
79	1378	0.9%
81	1376	0.9%
82	1371	0.9%
Other values (39)	15978	10.6%
(Missing)	51848	34.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
50	718	0.5%
51	582	0.4%
52	367	0.2%
53	947	0.6%
54	716	0.5%
55	1166	0.8%
56	1348	0.9%
57	2018	1.3%
58	2731	1.8%
59	4204	2.8%

Value	Count	Frequency (%)
120	1	< 0.1%
119	1	< 0.1%
117	1	< 0.1%
115	1	< 0.1%
113	1	< 0.1%
109	1	< 0.1%
107	10	< 0.1%
106	47	< 0.1%
105	35	< 0.1%
104	32	< 0.1%

Fecha
Categorical

CONSTANT
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

2020-09-18	150326

Value	Count	Frequency (%)
2020-09-18	150326	100.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	10
Median length	10
Mean length	10
Min length	10

Overview of Unicode Properties

Unique unicode characters	6
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
0	450978	30.0%
2	300652	20.0%
-	300652	20.0%
9	150326	10.0%
1	150326	10.0%
8	150326	10.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1202608	80.0%
Dash Punctuation	300652	20.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	450978	37.5%
2	300652	25.0%
9	150326	12.5%
1	150326	12.5%
8	150326	12.5%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	300652	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	1503260	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
0	450978	30.0%
2	300652	20.0%
-	300652	20.0%
9	150326	10.0%
1	150326	10.0%
8	150326	10.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1503260	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
0	450978	30.0%
2	300652	20.0%
-	300652	20.0%
9	150326	10.0%
1	150326	10.0%
8	150326	10.0%

Hora
Categorical

HIGH CARDINALITY
UNIFORM

Distinct	59471
Distinct (%)	39.6%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

00:15:55.440000	4
00:11:32.400000	4
00:15:22.680000	4
00:23:42	4
00:15:40.320000	4
Other values (59466)	150306

Common Values
Overview

Value	Count	Frequency (%)
00:15:55.440000	4	< 0.1%
00:11:32.400000	4	< 0.1%
00:15:22.680000	4	< 0.1%
00:23:42	4	< 0.1%
00:15:40.320000	4	< 0.1%
00:10:17.280000	4	< 0.1%
00:20:52.560000	4	< 0.1%
00:18:33.119000	4	< 0.1%
00:02:22.320000	4	< 0.1%
00:03:54.480000	4	< 0.1%
00:02:27.840000	4	< 0.1%
00:04:50.880000	4	< 0.1%
00:02:41.760000	4	< 0.1%
00:06:26.760000	4	< 0.1%
00:08:44.160000	4	< 0.1%
00:19:18.240000	4	< 0.1%
00:04:42.839000	4	< 0.1%
00:19:40.560000	4	< 0.1%
00:05:05.520000	4	< 0.1%
00:03:18	4	< 0.1%
00:11:57.120000	4	< 0.1%
00:23:41.040000	4	< 0.1%
00:18:25.080000	4	< 0.1%
00:20:00.600000	4	< 0.1%
00:23:22.560000	4	< 0.1%
Other values (59446)	150226	99.9%

Frequencies of value counts

Unique

Unique	12279 ?
Unique (%)	8.2%

Histogram of lengths of the category

Length

Max length	15
Median length	15
Mean length	14.72680042
Min length	8

Overview of Unicode Properties

Unique unicode characters	12
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
0	1008567	45.6%
:	300652	13.6%
.	144459	6.5%
2	139584	6.3%
1	123507	5.6%
4	100648	4.5%
3	82329	3.7%
8	73111	3.3%
6	72246	3.3%
5	70896	3.2%
9	54818	2.5%
7	43004	1.9%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	1768710	79.9%
Other Punctuation	445111	20.1%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	1008567	57.0%
2	139584	7.9%
1	123507	7.0%
4	100648	5.7%
3	82329	4.7%
8	73111	4.1%
6	72246	4.1%
5	70896	4.0%
9	54818	3.1%
7	43004	2.4%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
:	300652	67.5%
.	144459	32.5%

Most occurring scripts

Value	Count	Frequency (%)
Common	2213821	100.0%

Most frequent Common characters

Value	Count	Frequency (%)
0	1008567	45.6%
:	300652	13.6%
.	144459	6.5%
2	139584	6.3%
1	123507	5.6%
4	100648	4.5%
3	82329	3.7%
8	73111	3.3%
6	72246	3.3%
5	70896	3.2%
9	54818	2.5%
7	43004	1.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	2213821	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
0	1008567	45.6%
:	300652	13.6%
.	144459	6.5%
2	139584	6.3%
1	123507	5.6%
4	100648	4.5%
3	82329	3.7%
8	73111	3.3%
6	72246	3.3%
5	70896	3.2%
9	54818	2.5%
7	43004	1.9%

ID
Categorical

HIGH CORRELATION

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

Control2	54590
Control1	47192
Paciente1	35826
Paciente2	12718

Value	Count	Frequency (%)
Control2	54590	36.3%
Control1	47192	31.4%
Paciente1	35826	23.8%
Paciente2	12718	8.5%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	9
Median length	8
Mean length	8.322924843
Min length	8

Overview of Unicode Properties

Unique unicode characters	13
Unique unicode categories	3 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
o	203564	16.3%
n	150326	12.0%
t	150326	12.0%
C	101782	8.1%
r	101782	8.1%
l	101782	8.1%
e	97088	7.8%
1	83018	6.6%
2	67308	5.4%
P	48544	3.9%
a	48544	3.9%
c	48544	3.9%
i	48544	3.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	950500	76.0%
Uppercase Letter	150326	12.0%
Decimal Number	150326	12.0%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
C	101782	67.7%
P	48544	32.3%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	203564	21.4%
n	150326	15.8%
t	150326	15.8%
r	101782	10.7%
l	101782	10.7%
e	97088	10.2%
a	48544	5.1%
c	48544	5.1%
i	48544	5.1%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
1	83018	55.2%
2	67308	44.8%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1100826	88.0%
Common	150326	12.0%

Most frequent Latin characters

Value	Count	Frequency (%)
o	203564	18.5%
n	150326	13.7%
t	150326	13.7%
C	101782	9.2%
r	101782	9.2%
l	101782	9.2%
e	97088	8.8%
P	48544	4.4%
a	48544	4.4%
c	48544	4.4%
i	48544	4.4%

Most frequent Common characters

Value	Count	Frequency (%)
1	83018	55.2%
2	67308	44.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1251152	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
o	203564	16.3%
n	150326	12.0%
t	150326	12.0%
C	101782	8.1%
r	101782	8.1%
l	101782	8.1%
e	97088	7.8%
1	83018	6.6%
2	67308	5.4%
P	48544	3.9%
a	48544	3.9%
c	48544	3.9%
i	48544	3.9%

ID_Group
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.1 MiB

Controles	101782
Pacientes	48544

Value	Count	Frequency (%)
Controles	101782	67.7%
Pacientes	48544	32.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	9
Median length	9
Mean length	9
Min length	9

Overview of Unicode Properties

Unique unicode characters	12
Unique unicode categories	2 ?
Unique unicode scripts	1 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
o	203564	15.0%
e	198870	14.7%
n	150326	11.1%
t	150326	11.1%
s	150326	11.1%
C	101782	7.5%
r	101782	7.5%
l	101782	7.5%
P	48544	3.6%
a	48544	3.6%
c	48544	3.6%
i	48544	3.6%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1202608	88.9%
Uppercase Letter	150326	11.1%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
C	101782	67.7%
P	48544	32.3%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
o	203564	16.9%
e	198870	16.5%
n	150326	12.5%
t	150326	12.5%
s	150326	12.5%
r	101782	8.5%
l	101782	8.5%
a	48544	4.0%
c	48544	4.0%
i	48544	4.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1352934	100.0%

Most frequent Latin characters

Value	Count	Frequency (%)
o	203564	15.0%
e	198870	14.7%
n	150326	11.1%
t	150326	11.1%
s	150326	11.1%
C	101782	7.5%
r	101782	7.5%
l	101782	7.5%
P	48544	3.6%
a	48544	3.6%
c	48544	3.6%
i	48544	3.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1352934	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
o	203564	15.0%
e	198870	14.7%
n	150326	11.1%
t	150326	11.1%
s	150326	11.1%
C	101782	7.5%
r	101782	7.5%
l	101782	7.5%
P	48544	3.6%
a	48544	3.6%
c	48544	3.6%
i	48544	3.6%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	Video_Time	Neutral	Happy	Sad	Angry	Surprised	Scared	Disgusted	Contempt	Valence	Arousal	Heart_Rate	Fecha	Hora	ID	ID_Group
0	2020-09-18 00:00:00.000	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2020-09-18	00:00:00	Control1	Controles
1	2020-09-18 00:00:00.040	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2020-09-18	00:00:00.040000	Control1	Controles
2	2020-09-18 00:00:00.080	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2020-09-18	00:00:00.080000	Control1	Controles
3	2020-09-18 00:00:00.120	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2020-09-18	00:00:00.120000	Control1	Controles
4	2020-09-18 00:00:00.160	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2020-09-18	00:00:00.160000	Control1	Controles
5	2020-09-18 00:00:00.200	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2020-09-18	00:00:00.200000	Control1	Controles
6	2020-09-18 00:00:00.240	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2020-09-18	00:00:00.240000	Control1	Controles
7	2020-09-18 00:00:00.280	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2020-09-18	00:00:00.280000	Control1	Controles
8	2020-09-18 00:00:00.320	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2020-09-18	00:00:00.320000	Control1	Controles
9	2020-09-18 00:00:00.360	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2020-09-18	00:00:00.360000	Control1	Controles

Last rows

	Video_Time	Neutral	Happy	Sad	Angry	Surprised	Scared	Disgusted	Contempt	Valence	Arousal	Heart_Rate	Fecha	Hora	ID	ID_Group
150316	2020-09-18 00:25:24.959	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2020-09-18	00:25:24.959000	Paciente2	Pacientes
150317	2020-09-18 00:25:25.080	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2020-09-18	00:25:25.080000	Paciente2	Pacientes
150318	2020-09-18 00:25:25.199	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2020-09-18	00:25:25.199000	Paciente2	Pacientes
150319	2020-09-18 00:25:25.320	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2020-09-18	00:25:25.320000	Paciente2	Pacientes
150320	2020-09-18 00:25:25.439	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2020-09-18	00:25:25.439000	Paciente2	Pacientes
150321	2020-09-18 00:25:25.560	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2020-09-18	00:25:25.560000	Paciente2	Pacientes
150322	2020-09-18 00:25:25.679	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2020-09-18	00:25:25.679000	Paciente2	Pacientes
150323	2020-09-18 00:25:25.800	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2020-09-18	00:25:25.800000	Paciente2	Pacientes
150324	2020-09-18 00:25:25.919	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2020-09-18	00:25:25.919000	Paciente2	Pacientes
150325	2020-09-18 00:25:26.040	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	2020-09-18	00:25:26.040000	Paciente2	Pacientes

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Dash Punctuation characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Other Punctuation characters

Most occurring scripts

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most frequent Decimal Number characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most occurring scripts

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows